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September 26, 2018 21:04
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Exploring carpet plots
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Exploring carpet plots\n", | |
"\n", | |
"**Carpet plots**, as they are described in [Power (2017)](https://www.sciencedirect.com/science/article/pii/S1053811916303871) are a great way to quickly get an overview over a functional MRI image. I first encountered such a carpet plot with `fmriprep`.\n", | |
"\n", | |
"As a useful tool for quality control, I was curious if one could get even more out of this, by slightly adjusting the plots. This notebook describes different such approaches.\n", | |
"\n", | |
"**Note**: I want to point out that the functional image that I used for the example was already preprocessed (realigned, temporal filtered and spatially smoothed). It is therefore a \"clean\" fMRI image, and perhaps not the best example to show how a carpet plot can point to quality issues." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Import relevant modules" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 1, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from nilearn import plotting, image\n", | |
"%matplotlib inline\n", | |
"import numpy as np\n", | |
"import nibabel as nb\n", | |
"import matplotlib.pyplot as plt" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Load and prepare some data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Load functional image\n", | |
"img_func = nb.load('sub-01_task-memory_run-01.nii.gz')\n", | |
"data = img_func.get_data()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 3, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Load GM, WM and CSF mask\n", | |
"img_gm = nb.load('sub-01_seg_gm.nii.gz')\n", | |
"img_wm = nb.load('sub-01_seg_wm.nii.gz')\n", | |
"img_csf = nb.load('sub-01_seg_csf.nii.gz')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 4, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Resample masks to functional space\n", | |
"mask_gm = image.resample_to_img(img_gm, img_func, interpolation='nearest').get_data() >= 0.5\n", | |
"mask_wm = image.resample_to_img(img_wm, img_func, interpolation='nearest').get_data() >= 0.5\n", | |
"mask_csf = image.resample_to_img(img_csf, img_func, interpolation='nearest').get_data() >= 0.5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 5, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Load the data for each segment\n", | |
"data_gm = data[mask_gm]\n", | |
"data_wm = data[mask_wm]\n", | |
"data_csf = data[mask_csf]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 6, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Remove those voxels without any variation over time\n", | |
"data_gm = data_gm[data_gm.std(axis=-1)!=0]\n", | |
"data_wm = data_wm[data_wm.std(axis=-1)!=0]\n", | |
"data_csf = data_csf[data_csf.std(axis=-1)!=0]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Create simple carpet plot (without any corrections)\n", | |
"\n", | |
"This carpet plot shows the timecourse of all voxels in the GM (above red line), followed by WM (between red and blue line) and CSF (below blue line)." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 7, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Create carpet\n", | |
"carpet = np.row_stack((data_gm,\n", | |
" data_wm,\n", | |
" data_csf))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 8, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Plot carpet plot\n", | |
"plt.figure(figsize=(12, 6))\n", | |
"plt.imshow(carpet, aspect='auto', cmap='gray')\n", | |
"plt.hlines(data_gm.shape[0], 0, data_gm.shape[1] - 1, colors='r')\n", | |
"plt.hlines(data_gm.shape[0] + data_wm.shape[0], 0, data_gm.shape[1] - 1, colors='b');" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"As you can see, plotting the original data gives us just information about which voxels have high and which have low value. But in respect to the timecourse, we don't really get any information." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Create simple carpet plot with zscored data\n", | |
"\n", | |
"The solution to getting more information about the timecourse it to standardize the data over time. This can be done with `scipy`'s `zscore`." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 9, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from scipy.stats import zscore" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 10, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Z-standardizes original carpet data\n", | |
"zcarpet = np.nan_to_num(zscore(carpet, axis=-1))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 11, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"# Plot carpet plot\n", | |
"plt.figure(figsize=(12, 6))\n", | |
"plt.imshow(zcarpet, aspect='auto', cmap='gray')\n", | |
"plt.hlines(data_gm.shape[0], 0, data_gm.shape[1] - 1, colors='r')\n", | |
"plt.hlines(data_gm.shape[0] + data_wm.shape[0], 0, data_gm.shape[1] - 1, colors='b');" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Investigating the carpet plot\n", | |
"\n", | |
"Now here we can already see some kind of structure in the functional images. There seem to be some strong signal changes volume 40, 100, 145 and 200.\n", | |
"\n", | |
"Let's try to plot the average signal timecourse." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 12, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x144 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.figure(figsize=(12, 2))\n", | |
"plt.plot(zcarpet.mean(axis=0));" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Hmm... That doesn't help much. But what if we plot the signal to the power of 5?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 13, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x432 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x144 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"fig1 = plt.figure(figsize=(12, 6))\n", | |
"plt.imshow(zcarpet, aspect='auto', cmap='gray')\n", | |
"plt.hlines(data_gm.shape[0], 0, data_gm.shape[1] - 1, colors='r')\n", | |
"plt.hlines(data_gm.shape[0] + data_wm.shape[0], 0, data_gm.shape[1] - 1, colors='b')\n", | |
"\n", | |
"fig2 = plt.figure(figsize=(12, 2))\n", | |
"plt.plot(zcarpet.mean(axis=0)**5)\n", | |
"ax = fig2.get_axes()[0]\n", | |
"ax.set_xlim([0, data.shape[-1]]);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Much better! But in what way does this correspond to for example framewise displacement (FA)?" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 14, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 864x144 with 1 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import pandas as pd\n", | |
"confounds = pd.read_table('sub-01_task-memory_run-01_confounds.tsv')\n", | |
"plt.figure(figsize=(12, 2))\n", | |
"plt.plot(confounds['FD']);" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Interesting. So the anomalies in the carpet plot are not strongly correlating to FD. So it seems we're getting some additional information out of it.\n", | |
"\n", | |
"Are there perhaps other ways to get even more information from the carpet plots?" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"## Offset carpet plot\n", | |
"\n", | |
"Let's start with using the three color channels to plot the timecourse with some offsets:\n", | |
" - **R**: original timecourse\n", | |
" - **G**: timecourse with +1 offset\n", | |
" - **B**: timecourse with -1 offset" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 15, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# First let's rescale timecourse values to be between 0 and 255\n", | |
"pos_carpet = zcarpet - zcarpet.min(axis=-1)[..., None]\n", | |
"pos_carpet = (pos_carpet / pos_carpet.max(axis=-1)[..., None]) * 255" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 16, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Creating individual timecourses\n", | |
"offset = 1\n", | |
"t_R = np.copy(pos_carpet)\n", | |
"t_G = np.column_stack((np.zeros((len(pos_carpet), offset)), pos_carpet[:, :-offset]))\n", | |
"t_B = np.column_stack((pos_carpet[:, offset:], np.zeros((len(pos_carpet), offset))))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 17, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# Creating RGB carpet plot\n", | |
"offset_carpet = np.stack((t_R, t_G, t_B), axis=-1).astype('int')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 18, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { |
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